Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	5405
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	355.6 B

Variable types

Categorical	4
Numeric	12

Alerts

`SERIES` has constant value "EQ"	Constant
`DATE` has a high cardinality: 1081 distinct values	High cardinality
`OPEN` is highly correlated with `HIGH` and 7 other fields	High correlation
`HIGH` is highly correlated with `OPEN` and 7 other fields	High correlation
`LOW` is highly correlated with `OPEN` and 7 other fields	High correlation
`PREV. CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`LTP` is highly correlated with `OPEN` and 7 other fields	High correlation
`CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`VWAP` is highly correlated with `OPEN` and 7 other fields	High correlation
`52W H` is highly correlated with `OPEN` and 8 other fields	High correlation
`52W L` is highly correlated with `OPEN` and 8 other fields	High correlation
`VOLUME` is highly correlated with `52W H` and 3 other fields	High correlation
`VALUE` is highly correlated with `VOLUME` and 1 other fields	High correlation
`NO OF TRADES` is highly correlated with `VOLUME` and 1 other fields	High correlation
`OPEN` is highly correlated with `HIGH` and 7 other fields	High correlation
`HIGH` is highly correlated with `OPEN` and 7 other fields	High correlation
`LOW` is highly correlated with `OPEN` and 7 other fields	High correlation
`PREV. CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`LTP` is highly correlated with `OPEN` and 7 other fields	High correlation
`CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`VWAP` is highly correlated with `OPEN` and 7 other fields	High correlation
`52W H` is highly correlated with `OPEN` and 7 other fields	High correlation
`52W L` is highly correlated with `OPEN` and 7 other fields	High correlation
`VOLUME` is highly correlated with `NO OF TRADES`	High correlation
`VALUE` is highly correlated with `NO OF TRADES`	High correlation
`NO OF TRADES` is highly correlated with `VOLUME` and 1 other fields	High correlation
`OPEN` is highly correlated with `HIGH` and 7 other fields	High correlation
`HIGH` is highly correlated with `OPEN` and 7 other fields	High correlation
`LOW` is highly correlated with `OPEN` and 7 other fields	High correlation
`PREV. CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`LTP` is highly correlated with `OPEN` and 7 other fields	High correlation
`CLOSE` is highly correlated with `OPEN` and 7 other fields	High correlation
`VWAP` is highly correlated with `OPEN` and 7 other fields	High correlation
`52W H` is highly correlated with `OPEN` and 7 other fields	High correlation
`52W L` is highly correlated with `OPEN` and 7 other fields	High correlation
`VALUE` is highly correlated with `NO OF TRADES`	High correlation
`NO OF TRADES` is highly correlated with `VALUE`	High correlation
`Source.Name` is highly correlated with `SYMBOL` and 1 other fields	High correlation
`SYMBOL` is highly correlated with `Source.Name` and 1 other fields	High correlation
`SERIES` is highly correlated with `Source.Name` and 1 other fields	High correlation
`Source.Name` is highly correlated with `OPEN` and 11 other fields	High correlation
`OPEN` is highly correlated with `Source.Name` and 9 other fields	High correlation
`HIGH` is highly correlated with `Source.Name` and 9 other fields	High correlation
`LOW` is highly correlated with `Source.Name` and 9 other fields	High correlation
`PREV. CLOSE` is highly correlated with `Source.Name` and 9 other fields	High correlation
`LTP` is highly correlated with `Source.Name` and 9 other fields	High correlation
`CLOSE` is highly correlated with `Source.Name` and 9 other fields	High correlation
`VWAP` is highly correlated with `Source.Name` and 9 other fields	High correlation
`52W H` is highly correlated with `Source.Name` and 9 other fields	High correlation
`52W L` is highly correlated with `Source.Name` and 9 other fields	High correlation
`VOLUME` is highly correlated with `Source.Name` and 2 other fields	High correlation
`VALUE` is highly correlated with `NO OF TRADES`	High correlation
`NO OF TRADES` is highly correlated with `Source.Name` and 3 other fields	High correlation
`SYMBOL` is highly correlated with `Source.Name` and 11 other fields	High correlation
`Source.Name` is uniformly distributed	Uniform
`DATE` is uniformly distributed	Uniform
`SYMBOL` is uniformly distributed	Uniform
`VALUE` has unique values	Unique

Reproduction

Analysis started	2022-07-31 17:07:30.429024
Analysis finished	2022-07-31 17:07:51.678789
Duration	21.25 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Source.Name
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	373.8 KiB

SBIN_Data.csv	1081
WIPRO_Data.csv	1081
TCS_Data.csv	1081
TATA_Data.csv	1081
RELIANCE_Data.csv	1081

Length

Max length	17
Median length	14
Mean length	13.8
Min length	12

Characters and Unicode

Total characters	74589
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RELIANCE_Data.csv
2nd row	RELIANCE_Data.csv
3rd row	RELIANCE_Data.csv
4th row	RELIANCE_Data.csv
5th row	RELIANCE_Data.csv

Common Values

Value	Count	Frequency (%)
SBIN_Data.csv	1081	20.0%
WIPRO_Data.csv	1081	20.0%
TCS_Data.csv	1081	20.0%
TATA_Data.csv	1081	20.0%
RELIANCE_Data.csv	1081	20.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
sbin_data.csv	1081	20.0%
wipro_data.csv	1081	20.0%
tcs_data.csv	1081	20.0%
tata_data.csv	1081	20.0%
reliance_data.csv	1081	20.0%

Most occurring characters

Value	Count	Frequency (%)
a	10810	14.5%
s	5405	7.2%
_	5405	7.2%
D	5405	7.2%
t	5405	7.2%
.	5405	7.2%
c	5405	7.2%
v	5405	7.2%
I	3243	4.3%
A	3243	4.3%
Other values (11)	19458	26.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32430	43.5%
Uppercase Letter	31349	42.0%
Connector Punctuation	5405	7.2%
Other Punctuation	5405	7.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
D	5405	17.2%
I	3243	10.3%
A	3243	10.3%
T	3243	10.3%
R	2162	6.9%
E	2162	6.9%
C	2162	6.9%
S	2162	6.9%
N	2162	6.9%
O	1081	3.4%
Other values (4)	4324	13.8%

Lowercase Letter

Value	Count	Frequency (%)
a	10810	33.3%
s	5405	16.7%
t	5405	16.7%
c	5405	16.7%
v	5405	16.7%

Connector Punctuation

Value	Count	Frequency (%)
_	5405	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	5405	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	63779	85.5%
Common	10810	14.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	10810	16.9%
s	5405	8.5%
D	5405	8.5%
t	5405	8.5%
c	5405	8.5%
v	5405	8.5%
I	3243	5.1%
A	3243	5.1%
T	3243	5.1%
R	2162	3.4%
Other values (9)	14053	22.0%

Common

Value	Count	Frequency (%)
_	5405	50.0%
.	5405	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74589	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	10810	14.5%
s	5405	7.2%
_	5405	7.2%
D	5405	7.2%
t	5405	7.2%
.	5405	7.2%
c	5405	7.2%
v	5405	7.2%
I	3243	4.3%
A	3243	4.3%
Other values (11)	19458	26.1%

DATE
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1081
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	353.8 KiB

11-03-2022	5
28-03-2018	5
19-11-2020	5
21-05-2021	5
15-02-2019	5
Other values (1076)	5380

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	54050
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	16-05-2022
2nd row	13-05-2022
3rd row	12-05-2022
4th row	11-05-2022
5th row	10-05-2022

Common Values

Value	Count	Frequency (%)
11-03-2022	5	0.1%
28-03-2018	5	0.1%
19-11-2020	5	0.1%
21-05-2021	5	0.1%
15-02-2019	5	0.1%
11-11-2019	5	0.1%
04-10-2019	5	0.1%
23-12-2020	5	0.1%
24-03-2021	5	0.1%
03-04-2020	5	0.1%
Other values (1071)	5355	99.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
11-03-2022	5	0.1%
03-03-2021	5	0.1%
26-11-2020	5	0.1%
31-03-2021	5	0.1%
12-08-2020	5	0.1%
23-10-2020	5	0.1%
28-08-2018	5	0.1%
08-01-2019	5	0.1%
17-06-2020	5	0.1%
04-06-2018	5	0.1%
Other values (1071)	5355	99.1%

Most occurring characters

Value	Count	Frequency (%)
0	13365	24.7%
2	11995	22.2%
-	10810	20.0%
1	8280	15.3%
8	2185	4.0%
9	2140	4.0%
3	1310	2.4%
4	1030	1.9%
7	995	1.8%
5	985	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43240	80.0%
Dash Punctuation	10810	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13365	30.9%
2	11995	27.7%
1	8280	19.1%
8	2185	5.1%
9	2140	4.9%
3	1310	3.0%
4	1030	2.4%
7	995	2.3%
5	985	2.3%
6	955	2.2%

Dash Punctuation

Value	Count	Frequency (%)
-	10810	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	54050	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13365	24.7%
2	11995	22.2%
-	10810	20.0%
1	8280	15.3%
8	2185	4.0%
9	2140	4.0%
3	1310	2.4%
4	1030	1.9%
7	995	1.8%
5	985	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54050	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13365	24.7%
2	11995	22.2%
-	10810	20.0%
1	8280	15.3%
8	2185	4.0%
9	2140	4.0%
3	1310	2.4%
4	1030	1.9%
7	995	1.8%
5	985	1.8%

SERIES
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	311.5 KiB

EQ	5405

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10810
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EQ
2nd row	EQ
3rd row	EQ
4th row	EQ
5th row	EQ

Common Values

Value	Count	Frequency (%)
EQ	5405	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
eq	5405	100.0%

Most occurring characters

Value	Count	Frequency (%)
E	5405	50.0%
Q	5405	50.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10810	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	5405	50.0%
Q	5405	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10810	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	5405	50.0%
Q	5405	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10810	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	5405	50.0%
Q	5405	50.0%

OPEN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4125
Distinct (%)	76.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1132.839315

Minimum	151.95
Maximum	4033.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	151.95
5-th percentile	237.08
Q1	326
median	606.9
Q3	1956.5
95-th percentile	3210.04
Maximum	4033.95
Range	3882
Interquartile range (IQR)	1630.5

Descriptive statistics

Standard deviation	984.9557937
Coefficient of variation (CV)	0.8694576364
Kurtosis	-0.03213369956
Mean	1132.839315
Median Absolute Deviation (MAD)	358.3
Skewness	1.023041386
Sum	6122996.5
Variance	970137.9154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
285	11	0.2%
268	9	0.2%
254	9	0.2%
2085	8	0.1%
2060	8	0.1%
275	8	0.1%
290	8	0.1%
283	7	0.1%
1980	7	0.1%
2174	7	0.1%
Other values (4115)	5323	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151.95	1	< 0.1%
152	1	< 0.1%
152.4	1	< 0.1%
153	1	< 0.1%
153.65	1	< 0.1%
156.1	1	< 0.1%
157.5	1	< 0.1%
159.45	1	< 0.1%
163.1	1	< 0.1%
164	1	< 0.1%

Value	Count	Frequency (%)
4033.95	1	< 0.1%
4012	1	< 0.1%
3992.7	1	< 0.1%
3978	1	< 0.1%
3930	1	< 0.1%
3925	2	< 0.1%
3920	1	< 0.1%
3918	1	< 0.1%
3910	1	< 0.1%
3900	1	< 0.1%

HIGH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4556
Distinct (%)	84.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1146.285708

Minimum	153.2
Maximum	4043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	153.2
5-th percentile	239.66
Q1	331.35
median	614
Q3	1978
95-th percentile	3230.8
Maximum	4043
Range	3889.8
Interquartile range (IQR)	1646.65

Descriptive statistics

Standard deviation	994.7326818
Coefficient of variation (CV)	0.8677877383
Kurtosis	-0.04414565517
Mean	1146.285708
Median Absolute Deviation (MAD)	362.3
Skewness	1.019054466
Sum	6195674.25
Variance	989493.1082
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
288	6	0.1%
365	5	0.1%
320	5	0.1%
289	5	0.1%
298	5	0.1%
262	5	0.1%
295	5	0.1%
2165	5	0.1%
293.8	5	0.1%
525	4	0.1%
Other values (4546)	5355	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
153.2	1	< 0.1%
155.25	1	< 0.1%
155.6	1	< 0.1%
156.15	1	< 0.1%
157.85	1	< 0.1%
160.8	1	< 0.1%
161.9	1	< 0.1%
162.4	1	< 0.1%
166.4	1	< 0.1%
168.25	1	< 0.1%

Value	Count	Frequency (%)
4043	1	< 0.1%
4041.7	1	< 0.1%
4012	1	< 0.1%
3989.9	1	< 0.1%
3981.75	1	< 0.1%
3980	1	< 0.1%
3978	1	< 0.1%
3977	1	< 0.1%
3945	1	< 0.1%
3944.4	1	< 0.1%

LOW
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4614
Distinct (%)	85.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1118.388936

Minimum	149.45
Maximum	3980
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	149.45
5-th percentile	234.26
Q1	322.1
median	598
Q3	1930.4
95-th percentile	3180.8
Maximum	3980
Range	3830.55
Interquartile range (IQR)	1608.3

Descriptive statistics

Standard deviation	974.7068185
Coefficient of variation (CV)	0.8715275938
Kurtosis	-0.02060556082
Mean	1118.388936
Median Absolute Deviation (MAD)	352
Skewness	1.027759066
Sum	6044892.2
Variance	950053.382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
280	7	0.1%
311	6	0.1%
255	6	0.1%
1985	5	0.1%
258.1	5	0.1%
270	5	0.1%
358	5	0.1%
300	5	0.1%
323	4	0.1%
246.6	4	0.1%
Other values (4604)	5353	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
149.45	1	< 0.1%
150.2	1	< 0.1%
150.8	1	< 0.1%
151.15	1	< 0.1%
151.5	1	< 0.1%
152.4	1	< 0.1%
155	1	< 0.1%
155.2	1	< 0.1%
156.7	1	< 0.1%
159.4	1	< 0.1%

Value	Count	Frequency (%)
3980	1	< 0.1%
3962.3	1	< 0.1%
3910.5	1	< 0.1%
3900	1	< 0.1%
3892.1	1	< 0.1%
3866	1	< 0.1%
3861	1	< 0.1%
3860.05	1	< 0.1%
3857	1	< 0.1%
3856	1	< 0.1%

PREV. CLOSE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4843
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1131.404746

Minimum	150.85
Maximum	4019.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	150.85
5-th percentile	237.06
Q1	326.15
median	605.6
Q3	1953.7
95-th percentile	3200.13
Maximum	4019.15
Range	3868.3
Interquartile range (IQR)	1627.55

Descriptive statistics

Standard deviation	984.1283756
Coefficient of variation (CV)	0.86982875
Kurtosis	-0.02914544749
Mean	1131.404746
Median Absolute Deviation (MAD)	357.5
Skewness	1.024434972
Sum	6115242.65
Variance	968508.6596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
286.4	5	0.1%
285.05	5	0.1%
276.2	4	0.1%
326.7	4	0.1%
248	4	0.1%
282.85	4	0.1%
285.3	4	0.1%
287.7	4	0.1%
273.3	3	0.1%
261.65	3	0.1%
Other values (4833)	5365	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150.85	1	< 0.1%
151.4	1	< 0.1%
151.95	1	< 0.1%
152.8	1	< 0.1%
153.4	1	< 0.1%
155.3	1	< 0.1%
158.2	1	< 0.1%
158.6	1	< 0.1%
161.3	1	< 0.1%
162.35	1	< 0.1%

Value	Count	Frequency (%)
4019.15	1	< 0.1%
3990.6	1	< 0.1%
3968.15	1	< 0.1%
3954.55	1	< 0.1%
3935.65	1	< 0.1%
3915.9	1	< 0.1%
3914.65	1	< 0.1%
3903.3	1	< 0.1%
3897.9	1	< 0.1%
3892.9	1	< 0.1%

LTP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4529
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1131.992877

Minimum	151.1
Maximum	4025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	151.1
5-th percentile	237.16
Q1	326.05
median	605.5
Q3	1955
95-th percentile	3200.28
Maximum	4025
Range	3873.9
Interquartile range (IQR)	1628.95

Descriptive statistics

Standard deviation	984.5162875
Coefficient of variation (CV)	0.8697195076
Kurtosis	-0.03094494906
Mean	1131.992877
Median Absolute Deviation (MAD)	357.4
Skewness	1.023829071
Sum	6118421.5
Variance	969272.3204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
267	7	0.1%
433	7	0.1%
260	6	0.1%
515	5	0.1%
324	5	0.1%
284.5	5	0.1%
2250	5	0.1%
2112	5	0.1%
286.55	5	0.1%
2000	5	0.1%
Other values (4519)	5350	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151.1	1	< 0.1%
151.6	1	< 0.1%
152	1	< 0.1%
153.05	1	< 0.1%
153.6	1	< 0.1%
155.45	1	< 0.1%
157.9	1	< 0.1%
158.6	1	< 0.1%
161.3	1	< 0.1%
161.8	1	< 0.1%

Value	Count	Frequency (%)
4025	1	< 0.1%
3993.95	1	< 0.1%
3965.35	1	< 0.1%
3950	1	< 0.1%
3943	1	< 0.1%
3917	1	< 0.1%
3914.7	1	< 0.1%
3903.05	1	< 0.1%
3898	2	< 0.1%
3884	1	< 0.1%

CLOSE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4842
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1131.93235

Minimum	150.85
Maximum	4019.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	150.85
5-th percentile	237.06
Q1	326.2
median	605.6
Q3	1954.05
95-th percentile	3200.23
Maximum	4019.15
Range	3868.3
Interquartile range (IQR)	1627.85

Descriptive statistics

Standard deviation	984.4674775
Coefficient of variation (CV)	0.8697228927
Kurtosis	-0.03116874752
Mean	1131.93235
Median Absolute Deviation (MAD)	357.6
Skewness	1.023747259
Sum	6118094.35
Variance	969176.2143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
285.05	5	0.1%
286.4	5	0.1%
285.3	4	0.1%
287.7	4	0.1%
282.85	4	0.1%
276.2	4	0.1%
326.7	4	0.1%
248	4	0.1%
261.9	3	0.1%
265.75	3	0.1%
Other values (4832)	5365	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150.85	1	< 0.1%
151.4	1	< 0.1%
151.95	1	< 0.1%
152.8	1	< 0.1%
153.4	1	< 0.1%
155.3	1	< 0.1%
158.2	1	< 0.1%
158.6	1	< 0.1%
161.3	1	< 0.1%
162.35	1	< 0.1%

Value	Count	Frequency (%)
4019.15	1	< 0.1%
3990.6	1	< 0.1%
3968.15	1	< 0.1%
3954.55	1	< 0.1%
3935.65	1	< 0.1%
3915.9	1	< 0.1%
3914.65	1	< 0.1%
3903.3	1	< 0.1%
3897.9	1	< 0.1%
3892.9	1	< 0.1%

VWAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5286
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1132.543406

Minimum	151.82
Maximum	4010.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	151.82
5-th percentile	237.192
Q1	326.36
median	605.74
Q3	1952.66
95-th percentile	3206.504
Maximum	4010.33
Range	3858.51
Interquartile range (IQR)	1626.3

Descriptive statistics

Standard deviation	984.8408792
Coefficient of variation (CV)	0.8695833413
Kurtosis	-0.03231240056
Mean	1132.543406
Median Absolute Deviation (MAD)	357.26
Skewness	1.023334018
Sum	6121397.11
Variance	969911.5574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
279.14	3	0.1%
424.32	3	0.1%
270.13	3	0.1%
250.07	3	0.1%
260.67	2	< 0.1%
1115.07	2	< 0.1%
312.15	2	< 0.1%
2043.13	2	< 0.1%
342.86	2	< 0.1%
265.47	2	< 0.1%
Other values (5276)	5381	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151.82	1	< 0.1%
151.9	1	< 0.1%
152.99	1	< 0.1%
154.02	1	< 0.1%
154.9	1	< 0.1%
155.74	1	< 0.1%
157.74	1	< 0.1%
159.32	1	< 0.1%
159.38	1	< 0.1%
163.7	1	< 0.1%

Value	Count	Frequency (%)
4010.33	1	< 0.1%
4009.82	1	< 0.1%
3947.83	1	< 0.1%
3937.16	1	< 0.1%
3931.95	1	< 0.1%
3929.4	1	< 0.1%
3924.25	1	< 0.1%
3908.95	1	< 0.1%
3897.84	1	< 0.1%
3896.96	1	< 0.1%

52W H
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	345
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1366.202303

Minimum	276.15
Maximum	4043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	276.15
5-th percentile	334
Q1	388.95
median	782.5
Q3	2296.2
95-th percentile	3674.8
Maximum	4043
Range	3766.85
Interquartile range (IQR)	1907.25

Descriptive statistics

Standard deviation	1135.910053
Coefficient of variation (CV)	0.8314362009
Kurtosis	-0.4255731308
Mean	1366.202303
Median Absolute Deviation (MAD)	448.5
Skewness	0.9306345768
Sum	7384323.45
Variance	1290291.648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
793	250	4.6%
388.95	248	4.6%
3674.8	246	4.6%
373.8	246	4.6%
2369.35	240	4.4%
2296.2	207	3.8%
351.3	203	3.8%
1534.5	185	3.4%
1664.9	149	2.8%
739.85	144	2.7%
Other values (335)	3287	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
276.15	11	0.2%
281.6	7	0.1%
285.6	5	0.1%
286.8	1	< 0.1%
288	5	0.1%
290.8	30	0.6%
298.45	1	< 0.1%
300.75	5	0.1%
301.6	63	1.2%
308.55	1	< 0.1%

Value	Count	Frequency (%)
4043	80	1.5%
3989.9	68	1.3%
3981.75	16	0.3%
3980	1	< 0.1%
3896.5	1	< 0.1%
3877.6	5	0.1%
3859.15	2	< 0.1%
3816.7	1	< 0.1%
3804.1	1	< 0.1%
3740.35	1	< 0.1%

52W L
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	271
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	778.7434598

Minimum	149.45
Maximum	3036
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	149.45
5-th percentile	159.4
Q1	245.05
median	412.6
Q3	1143
95-th percentile	2214.95
Maximum	3036
Range	2886.55
Interquartile range (IQR)	897.95

Descriptive statistics

Standard deviation	714.4705418
Coefficient of variation (CV)	0.9174658649
Kurtosis	0.3068618772
Mean	778.7434598
Median Absolute Deviation (MAD)	253.2
Skewness	1.155422683
Sum	4209108.4
Variance	510468.1552
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
875.65	254	4.7%
250.85	252	4.7%
159.4	251	4.6%
149.45	250	4.6%
1506.05	250	4.6%
1711.15	248	4.6%
232.35	247	4.6%
779.1	185	3.4%
253.5	175	3.2%
1830	133	2.5%
Other values (261)	3160	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
149.45	250	4.6%
150.2	5	0.1%
151.15	2	< 0.1%
152.4	1	< 0.1%
155	1	< 0.1%
159.4	251	4.6%
160.85	4	0.1%
163.35	5	0.1%
165	6	0.1%
166.1	1	< 0.1%

Value	Count	Frequency (%)
3036	6	0.1%
3004	32	0.6%
2987.05	9	0.2%
2901.8	4	0.1%
2880	39	0.7%
2845	5	0.1%
2785	5	0.1%
2755	5	0.1%
2706.15	5	0.1%
2624.45	10	0.2%

VOLUME
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5403
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13832333.99

Minimum	142541
Maximum	214955688
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	142541
5-th percentile	1724797.6
Q1	4080283
median	8009017
Q3	16244724
95-th percentile	47631032.6
Maximum	214955688
Range	214813147
Interquartile range (IQR)	12164441

Descriptive statistics

Standard deviation	17402816.85
Coefficient of variation (CV)	1.258125843
Kurtosis	20.05581883
Mean	13832333.99
Median Absolute Deviation (MAD)	4930624
Skewness	3.60827038
Sum	7.47637652 × 10¹⁰
Variance	3.028580344 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3755507	2	< 0.1%
17972207	2	< 0.1%
5572177	1	< 0.1%
7707953	1	< 0.1%
6311227	1	< 0.1%
12434745	1	< 0.1%
3165495	1	< 0.1%
20249909	1	< 0.1%
6431244	1	< 0.1%
8414514	1	< 0.1%
Other values (5393)	5393	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
142541	1	< 0.1%
144530	1	< 0.1%
224421	1	< 0.1%
298819	1	< 0.1%
315376	1	< 0.1%
328991	1	< 0.1%
413871	1	< 0.1%
456541	1	< 0.1%
564509	1	< 0.1%
576853	1	< 0.1%

Value	Count	Frequency (%)
214955688	1	< 0.1%
201325176	1	< 0.1%
192810772	1	< 0.1%
157820882	1	< 0.1%
155703140	1	< 0.1%
151750421	1	< 0.1%
149245973	1	< 0.1%
145903102	1	< 0.1%
145203439	1	< 0.1%
143083196	1	< 0.1%

VALUE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	5405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9375572682

Minimum	46436853
Maximum	1.47 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	46436853
5-th percentile	918073969.8
Q1	3955927032
median	6757642220
Q3	1.159632556 × 10¹⁰
95-th percentile	2.621089946 × 10¹⁰
Maximum	1.47 × 10¹¹
Range	1.469535631 × 10¹¹
Interquartile range (IQR)	7640398529

Descriptive statistics

Standard deviation	9629199823
Coefficient of variation (CV)	1.027051909
Kurtosis	30.29905043
Mean	9375572682
Median Absolute Deviation (MAD)	3428755458
Skewness	4.0523113
Sum	5.067497035 × 10¹³
Variance	9.272148924 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.356160157 × 10¹⁰	1	< 0.1%
1.80245977 × 10¹⁰	1	< 0.1%
4729227902	1	< 0.1%
9144123989	1	< 0.1%
5431995775	1	< 0.1%
4461505135	1	< 0.1%
7530602219	1	< 0.1%
1.566004488 × 10¹⁰	1	< 0.1%
5302849983	1	< 0.1%
6845341476	1	< 0.1%
Other values (5395)	5395	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46436853	1	< 0.1%
80082326	1	< 0.1%
192142151	1	< 0.1%
240131505	1	< 0.1%
247693013	1	< 0.1%
259105311	1	< 0.1%
279518393	1	< 0.1%
280714185	1	< 0.1%
287560484	1	< 0.1%
289781591	1	< 0.1%

Value	Count	Frequency (%)
1.47 × 10¹¹	1	< 0.1%
1.27 × 10¹¹	1	< 0.1%
1.24 × 10¹¹	1	< 0.1%
1.18 × 10¹¹	1	< 0.1%
9.179980463 × 10¹⁰	1	< 0.1%
8.912049492 × 10¹⁰	1	< 0.1%
8.839332015 × 10¹⁰	1	< 0.1%
8.835029614 × 10¹⁰	1	< 0.1%
8.750594271 × 10¹⁰	1	< 0.1%
8.549082574 × 10¹⁰	1	< 0.1%

NO OF TRADES
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5366
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174616.0834

Minimum	2593
Maximum	1428490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	2593
5-th percentile	43213.8
Q1	96681
median	143925
Q3	216493
95-th percentile	412247.8
Maximum	1428490
Range	1425897
Interquartile range (IQR)	119812

Descriptive statistics

Standard deviation	125243.3489
Coefficient of variation (CV)	0.7172497883
Kurtosis	11.21579501
Mean	174616.0834
Median Absolute Deviation (MAD)	55773
Skewness	2.498468505
Sum	943799931
Variance	1.568589644 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31057	2	< 0.1%
138967	2	< 0.1%
136133	2	< 0.1%
91094	2	< 0.1%
106325	2	< 0.1%
76911	2	< 0.1%
77874	2	< 0.1%
162870	2	< 0.1%
175976	2	< 0.1%
170796	2	< 0.1%
Other values (5356)	5385	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2593	1	< 0.1%
6533	1	< 0.1%
7892	1	< 0.1%
9190	1	< 0.1%
9412	1	< 0.1%
9567	1	< 0.1%
11831	1	< 0.1%
12377	1	< 0.1%
12576	1	< 0.1%
13145	1	< 0.1%

Value	Count	Frequency (%)
1428490	1	< 0.1%
1285533	1	< 0.1%
1233053	1	< 0.1%
1194059	1	< 0.1%
1155236	1	< 0.1%
1154959	1	< 0.1%
1121959	1	< 0.1%
1078097	1	< 0.1%
990935	1	< 0.1%
908228	1	< 0.1%

SYMBOL
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	331.6 KiB

RELIANCE	1081
TATASTEEL	1081
SBIN	1081
WIPRO	1081
TCS	1081

Length

Max length	9
Median length	5
Mean length	5.8
Min length	3

Characters and Unicode

Total characters	31349
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RELIANCE
2nd row	RELIANCE
3rd row	RELIANCE
4th row	RELIANCE
5th row	RELIANCE

Common Values

Value	Count	Frequency (%)
RELIANCE	1081	20.0%
TATASTEEL	1081	20.0%
SBIN	1081	20.0%
WIPRO	1081	20.0%
TCS	1081	20.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
reliance	1081	20.0%
tatasteel	1081	20.0%
sbin	1081	20.0%
wipro	1081	20.0%
tcs	1081	20.0%

Most occurring characters

Value	Count	Frequency (%)
E	4324	13.8%
T	4324	13.8%
I	3243	10.3%
A	3243	10.3%
S	3243	10.3%
R	2162	6.9%
L	2162	6.9%
N	2162	6.9%
C	2162	6.9%
B	1081	3.4%
Other values (3)	3243	10.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	31349	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	4324	13.8%
T	4324	13.8%
I	3243	10.3%
A	3243	10.3%
S	3243	10.3%
R	2162	6.9%
L	2162	6.9%
N	2162	6.9%
C	2162	6.9%
B	1081	3.4%
Other values (3)	3243	10.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	31349	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	4324	13.8%
T	4324	13.8%
I	3243	10.3%
A	3243	10.3%
S	3243	10.3%
R	2162	6.9%
L	2162	6.9%
N	2162	6.9%
C	2162	6.9%
B	1081	3.4%
Other values (3)	3243	10.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31349	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	4324	13.8%
T	4324	13.8%
I	3243	10.3%
A	3243	10.3%
S	3243	10.3%
R	2162	6.9%
L	2162	6.9%
N	2162	6.9%
C	2162	6.9%
B	1081	3.4%
Other values (3)	3243	10.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Source.Name	DATE	SERIES	OPEN	HIGH	LOW	PREV. CLOSE	LTP	CLOSE	VWAP	52W H	52W L	VOLUME	VALUE	NO OF TRADES	SYMBOL
0	RELIANCE_Data.csv	16-05-2022	EQ	2434.45	2481.00	2416.65	2426.60	2428.05	2427.20	2444.28	2856.15	1930.4	6201594	1.515841e+10	244925	RELIANCE
1	RELIANCE_Data.csv	13-05-2022	EQ	2426.00	2478.00	2415.35	2399.40	2431.45	2426.60	2451.67	2856.15	1906.0	8910998	2.184680e+10	408746	RELIANCE
2	RELIANCE_Data.csv	12-05-2022	EQ	2427.50	2434.85	2370.00	2449.30	2403.50	2399.40	2400.60	2856.15	1906.0	9456280	2.270075e+10	359540	RELIANCE
3	RELIANCE_Data.csv	11-05-2022	EQ	2472.65	2484.95	2421.95	2474.65	2450.75	2449.30	2454.29	2856.15	1906.0	7681157	1.885176e+10	325039	RELIANCE
4	RELIANCE_Data.csv	10-05-2022	EQ	2495.00	2526.60	2458.00	2518.30	2461.70	2474.65	2495.14	2856.15	1906.0	9004636	2.246785e+10	329083	RELIANCE
5	RELIANCE_Data.csv	09-05-2022	EQ	2574.95	2597.10	2507.00	2620.65	2508.00	2518.30	2540.75	2856.15	1906.0	8345649	2.120422e+10	344258	RELIANCE
6	RELIANCE_Data.csv	06-05-2022	EQ	2612.20	2659.00	2593.55	2640.90	2628.00	2620.65	2619.88	2856.15	1906.0	9068448	2.375828e+10	291431	RELIANCE
7	RELIANCE_Data.csv	05-05-2022	EQ	2723.50	2730.00	2632.00	2693.65	2643.00	2640.90	2677.81	2856.15	1906.0	7942721	2.126910e+10	256514	RELIANCE
8	RELIANCE_Data.csv	04-05-2022	EQ	2785.00	2790.00	2676.30	2780.45	2692.00	2693.65	2728.03	2856.15	1906.0	8882792	2.423248e+10	277638	RELIANCE
9	RELIANCE_Data.csv	02-05-2022	EQ	2762.00	2805.50	2758.05	2790.25	2780.90	2780.45	2783.29	2856.15	1906.0	4369022	1.216027e+10	189251	RELIANCE

Last rows

	Source.Name	DATE	SERIES	OPEN	HIGH	LOW	PREV. CLOSE	LTP	CLOSE	VWAP	52W H	52W L	VOLUME	VALUE	NO OF TRADES	SYMBOL
5395	WIPRO_Data.csv	12-01-2018	EQ	321.00	323.75	317.20	321.10	320.00	318.80	319.36	568.0	252.0	3162664	1.010016e+09	31980	WIPRO
5396	WIPRO_Data.csv	11-01-2018	EQ	323.55	326.05	319.00	326.70	320.05	321.10	322.79	568.0	252.0	2116462	6.831816e+08	24600	WIPRO
5397	WIPRO_Data.csv	10-01-2018	EQ	316.40	327.85	315.10	317.20	326.40	326.70	322.70	568.0	252.0	3811138	1.229866e+09	36772	WIPRO
5398	WIPRO_Data.csv	09-01-2018	EQ	312.60	320.00	306.40	311.15	315.30	317.20	313.19	568.0	252.0	4575572	1.433025e+09	46168	WIPRO
5399	WIPRO_Data.csv	08-01-2018	EQ	310.00	312.90	309.10	309.55	311.80	311.15	310.76	568.0	252.0	1785248	5.547758e+08	26106	WIPRO
5400	WIPRO_Data.csv	05-01-2018	EQ	313.00	313.90	307.70	311.65	310.05	309.55	311.03	568.0	252.0	1613205	5.017510e+08	23732	WIPRO
5401	WIPRO_Data.csv	04-01-2018	EQ	310.10	313.00	307.45	309.95	310.60	311.65	309.71	568.0	252.0	1464584	4.535995e+08	16466	WIPRO
5402	WIPRO_Data.csv	03-01-2018	EQ	320.40	320.40	308.75	318.70	309.85	309.95	315.06	568.0	252.0	2197677	6.923997e+08	42609	WIPRO
5403	WIPRO_Data.csv	02-01-2018	EQ	315.85	324.00	314.45	316.55	316.50	318.70	318.70	568.0	252.0	2874518	9.160983e+08	29055	WIPRO
5404	WIPRO_Data.csv	01-01-2018	EQ	311.50	320.00	309.45	314.25	314.80	316.55	316.44	568.0	252.0	3350397	1.060197e+09	27501	WIPRO

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Connector Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows